Vector Similarity Search Courses and Certifications

James Briggs

Vector Similarity Search and Faiss Course

Master vector similarity search techniques and Faiss implementation through hands-on practice with traditional methods, advanced indexing, and performance optimization strategies.

• YouTube
• 6 hours 16 minutes
• On-Demand
• Free Video

James Briggs

Best Indexes for Similarity Search in Faiss

Explore composite indexes for optimizing vector similarity search, focusing on IVFADC, Multi-D-ADC, and IVF-HNSW methods in Faiss to balance recall, latency, and memory usage.

• YouTube
• 26 minutes
• On-Demand
• Free Video

James Briggs

Vector-Based Methods for Similarity Search - TF-IDF, BM25, SBERT

Explore three vector-based approaches for language comparison and document similarity: TF-IDF, BM25, and Sentence-BERT. Learn key techniques for building effective search engines in AI and machine learning.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Data Science Dojo

Vector Similarity Search

Explore vector similarity search, its applications in deep learning, and how it revolutionizes search across text, multimedia, and recommendations. Learn from industry experts about implementation and future possibilities.

• YouTube
• 49 minutes
• On-Demand
• Free Video

James Briggs

Product Quantization for Vector Similarity Search - Python

Learn to compress high-dimensional vectors using product quantization, reducing memory usage by 97% and improving search speeds by 92x. Includes Python implementation and visualization techniques.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Spring I/O

Vector Similarity Search in Spring with Redis Stack

Implementación de búsqueda de similitud vectorial en aplicaciones Spring usando Redis Stack. Aprenda sobre embeddings, bases de datos vectoriales, vectorización de datos y métricas de similitud.

• YouTube
• 55 minutes
• On-Demand
• Conference Talk

Pinecone

Preventing Déjà Vu - Vector Similarity Search for Security Alerts, with Expel and Pinecone

Explore vector similarity search techniques to combat alert fatigue in cybersecurity, enhancing operational efficiency and decision-making for security analysts.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Qdrant - Vector Database & Search Engine

Getting Started with Qdrant - Introduction to Vector Database and Similarity Search

Master vector similarity search using Qdrant to build semantic search and recommendation systems through hands-on practice with sample datasets and practical implementations.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Qdrant - Vector Database & Search Engine

Natural Language Processing with Qdrant for Vector Similarity Search

Master vector similarity search using Qdrant to create embeddings from text data, perform contextual searches, and build recommendation systems for enhanced natural language processing applications.

• YouTube
• 43 minutes
• On-Demand
• Free Video

Qdrant - Vector Database & Search Engine

Embeddings and Similarity Search with Qdrant Vector Database

Explore vector embeddings and similarity search concepts through hands-on demonstrations using Qdrant database, with practical examples for implementing efficient search solutions.

• YouTube
• 12 minutes
• On-Demand
• Free Video

OpenSource Connections

Lowering the Entry Threshold for Neural Vector Search - Applying Similarity Learning

Explore similarity learning for efficient neural search implementation, reducing data requirements and training time while addressing domain-specific challenges.

• YouTube
• 33 minutes
• On-Demand
• Free Video

WeAreDevelopers

Vector Similarity Search Patterns for Efficiency - Optimizing LLM Systems with Semantic Classification and Caching

Discover efficient vector similarity search patterns to reduce LLM costs through semantic classification, routing, and caching without complex ML pipelines.

• YouTube
• 35 minutes
• On-Demand
• Free Video

LLM Foundations: Vector Databases for Caching and Retrieval Augmented Generation (RAG)

70 ratings at LinkedIn Learning

Learn about the basics of vector databases and how to use them in LLM caching and retrieval-augmented generation.

• LinkedIn Learning
• 1 hour 33 minutes
• On-Demand
• Free Trial Available

Pinecone

The Rise of Vector Data

Explore vector data, databases, and similarity search in this insightful presentation, featuring a demo and practical examples for leveraging advanced data structures.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Data Science Dojo

Build Your Own ChatGPT with Redis and LangChain - Custom Knowledge ChatGPT Clone - LangChain Tutorial

Construye tu propio ChatGPT utilizando Redis y LangChain. Aprende a crear aplicaciones de IA con procesamiento de lenguaje natural avanzado y búsqueda de similitud vectorial.

• YouTube
• 49 minutes
• On-Demand
• Free Video